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A Hierarchical Feature Constraint to Camouflage Medical Adversarial Attacks

Dec 17, 2020
Qingsong Yao, Zecheng He, Yi Lin, Kai Ma, Yefeng Zheng, S. Kevin Zhou


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CT Film Recovery via Disentangling Geometric Deformation and Illumination Variation: Simulated Datasets and Deep Models

Dec 17, 2020
Quan Quan, Qiyuan Wang, Liu Li, Yuanqi Du, S. Kevin Zhou


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Deep Learning to Segment Pelvic Bones: Large-scale CT Datasets and Baseline Models

Dec 16, 2020
Pengbo Liu, Hu Han, Yuanqi Du, Heqin Zhu, Yinhao Li, Feng Gu, Honghu Xiao, Jun Li, Chunpeng Zhao, Li Xiao, Xinbao Wu, S. Kevin Zhou


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Aggregative Self-Supervised Feature Learning

Dec 15, 2020
Jiuwen Zhu, Yuexiang Li, S. Kevin Zhou


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Label-Free Segmentation of COVID-19 Lesions in Lung CT

Sep 15, 2020
Qingsong Yao, Li Xiao, Peihang Liu, S. Kevin Zhou


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Limited View Tomographic Reconstruction Using a Deep Recurrent Framework with Residual Dense Spatial-Channel Attention Network and Sinogram Consistency

Sep 03, 2020
Bo Zhou, S. Kevin Zhou, James S. Duncan, Chi Liu

* Submitted to the IEEE for possible publication 

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A review of deep learning in medical imaging: Image traits, technology trends, case studies with progress highlights, and future promises

Aug 02, 2020
S. Kevin Zhou, Hayit Greenspan, Christos Davatzikos, James S. Duncan, Bram van Ginneken, Anant Madabhushi, Jerry L. Prince, Daniel Rueckert, Ronald M. Summers

* 19 pages, 7 figures 

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Bounding Maps for Universal Lesion Detection

Jul 18, 2020
Han Li, Hu Han, S. Kevin Zhou

* 11 pages, 4 figures 

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Miss the Point: Targeted Adversarial Attack on Multiple Landmark Detection

Jul 10, 2020
Qingsong Yao, Zecheng He, Hu Han, S. Kevin Zhou

* accepted by MICCAI2020 

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Marginal loss and exclusion loss for partially supervised multi-organ segmentation

Jul 08, 2020
Gonglei Shi, Li Xiao, Yang Chen, S. Kevin Zhou


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Embedding Task Knowledge into 3D Neural Networks via Self-supervised Learning

Jun 10, 2020
Jiuwen Zhu, Yuexiang Li, Yifan Hu, S. Kevin Zhou


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Human Recognition Using Face in Computed Tomography

May 28, 2020
Jiuwen Zhu, Hu Han, S. Kevin Zhou


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First image then video: A two-stage network for spatiotemporal video denoising

Jan 22, 2020
Ce Wang, S. Kevin Zhou, Zhiwei Cheng


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Joint Unsupervised Learning for the Vertebra Segmentation, Artifact Reduction and Modality Translation of CBCT Images

Jan 18, 2020
Yuanyuan Lyu, Haofu Liao, Heqin Zhu, S. Kevin Zhou

* 8 pages, 7 figures 

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DuDoNet++: Encoding mask projection to reduce CT metal artifacts

Jan 18, 2020
Yuanyuan Lyu, Wei-An Lin, Jingjing Lu, S. Kevin Zhou


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DuDoRNet: Learning a Dual-Domain Recurrent Network for Fast MRI Reconstruction with Deep T1 Prior

Jan 11, 2020
Bo Zhou, S. Kevin Zhou


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One-to-one Mapping for Unpaired Image-to-image Translation

Oct 12, 2019
Zengming Shen, S. Kevin Zhou, Yifan Chen, Bogdan Georgescu, Xuqi Liu, Thomas S. Huang

* 10 pages, 7 figures 

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Towards Learning a Self-inverse Network for Bidirectional Image-to-image Translation

Sep 16, 2019
Zengming Shen, Yifan Chen, S. Kevin Zhou, Bogdan Georgescu, Xuqi Liu, Thomas S. Huang

* 10 pages, 9 figures 

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Encoding CT Anatomy Knowledge for Unpaired Chest X-ray Image Decomposition

Sep 16, 2019
Zeju Li, Han Li, Hu Han, Gonglei Shi, Jiannan Wang, S. Kevin Zhou

* 9 pages with 4 figures 

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3D U$^2$-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation

Sep 04, 2019
Chao Huang, Hu Han, Qingsong Yao, Shankuan Zhu, S. Kevin Zhou


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Towards multi-sequence MR image recovery from undersampled k-space data

Aug 16, 2019
Cheng Peng, Wei-An Lin, Rama Chellappa, S. Kevin Zhou


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Deep Slice Interpolation via Marginal Super-Resolution, Fusion and Refinement

Aug 15, 2019
Cheng Peng, Wei-An Lin, Haofu Liao, Rama Chellappa, S. Kevin Zhou


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ADN: Artifact Disentanglement Network for Unsupervised Metal Artifact Reduction

Aug 08, 2019
Haofu Liao, Wei-An Lin, S. Kevin Zhou, Jiebo Luo

* This is the extended version of arXiv:1906.01806. This paper is accepted to IEEE Transactions on Medical Imaging 

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Generative Mask Pyramid Network for CT/CBCT Metal Artifact Reduction with Joint Projection-Sinogram Correction

Jul 06, 2019
Haofu Liao, Wei-An Lin, Zhimin Huo, Levon Vogelsang, William J. Sehnert, S. Kevin Zhou, Jiebo Luo

* This paper is accepted to MICCAI 2019 

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Generative Mask Pyramid Network forCT/CBCT Metal Artifact Reduction with Joint Projection-Sinogram Correction

Jun 29, 2019
Haofu Liao, Wei-An Lin, Zhimin Huo, Levon Vogelsang, William J. Sehnert, S. Kevin Zhou, Jiebo Luo

* This paper is accepted to MICCAI 2019 

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